{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import sigmf\n",
    "import scipy\n",
    "import matplotlib.pyplot as plt\n",
    "from py3gpp import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# handle = sigmf.sigmffile.fromfile('30720KSPS_dl_signal.sigmf-data')\n",
    "# f = 1\n",
    "# mu = 0\n",
    "# apply_fine_CFO = 0\n",
    "# delta_f = 0\n",
    "# search_range = 2000\n",
    "\n",
    "handle = sigmf.sigmffile.fromfile('772850KHz_3840KSPS_low_gain.sigmf-data') # N_id_2 = 0, N_id_1 = 291, N_id = 873\n",
    "delta_f = -4e3\n",
    "f = 772.85e6\n",
    "mu = 0\n",
    "apply_fine_CFO = 1\n",
    "search_range = 5000\n",
    "\n",
    "search_start = 0\n",
    "\n",
    "waveform = handle.read_samples()\n",
    "waveform /= max(waveform.real.max(), waveform.imag.max()) # scale max amplitude to 1\n",
    "fs = handle.get_global_field(sigmf.SigMFFile.SAMPLE_RATE_KEY)\n",
    "waveform = waveform * np.exp(-1j*(2*np.pi*delta_f/fs*np.arange(waveform.shape[0])))  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "detected NID2 is 0\n",
      "max correlation is 548523.41753566 at 2386\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# optimized correlation with decimation, performed with integers\n",
    "\n",
    "dec_factor = int(fs / 3840000)\n",
    "FFT_LEN=256\n",
    "if dec_factor > 1:\n",
    "    waveform2 = scipy.signal.decimate(waveform, dec_factor, ftype='fir')\n",
    "else:\n",
    "    waveform2 = waveform\n",
    "waveform2 /= max(waveform2.real.max(), waveform2.imag.max())\n",
    "waveform2 *= 2**7\n",
    "waveform2 = waveform2.real.astype(int) + 1j*waveform2.imag.astype(int)\n",
    "\n",
    "peak_value = np.zeros(3)\n",
    "peak_index = np.zeros(3, 'int')\n",
    "fig, axs = plt.subplots(3, 1, facecolor='w', sharex=True, sharey=True)\n",
    "for current_NID2 in np.arange(3, dtype='int'):\n",
    "    PSS = np.zeros(FFT_LEN, 'complex')\n",
    "    PSS[64:64+127] = nrPSS(current_NID2)\n",
    "    refWaveform = np.fft.ifft(np.fft.fftshift(PSS))\n",
    "    refWaveform /= max(refWaveform.real.max(), refWaveform.imag.max())\n",
    "    refWaveform *= 2**7\n",
    "    refWaveform = refWaveform.real.astype(int) + 1j*refWaveform.imag.astype(int)\n",
    "    temp = scipy.signal.correlate(waveform2[search_start:][:search_range], refWaveform, 'valid')  # correlate over 1000 samples\n",
    "    peak_index[current_NID2] = np.argmax(np.abs(temp))\n",
    "    peak_value[current_NID2] = np.abs(temp[peak_index[current_NID2]])\n",
    "    t_corr = np.arange(temp.shape[0])/(fs/dec_factor)*1e3\n",
    "    axs[current_NID2].plot(t_corr, np.abs(temp))\n",
    "detected_NID2 = np.argmax(peak_value)\n",
    "\n",
    "axs[detected_NID2].axvline(x = t_corr[peak_index[detected_NID2]], color = 'y', linestyle = '--', label = 'axvline - full height')\n",
    "print(f'detected NID2 is {detected_NID2}')\n",
    "peak_pos = peak_index[detected_NID2] + FFT_LEN + search_start\n",
    "print(f'max correlation is {peak_value[detected_NID2]} at {peak_pos}')\n",
    "# np.abs(np.dot(refWaveform.conj(), waveform2[peak_index[detected_NID2] :][:128]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start_pos for SSB1 is 2404\n",
      "start_pos for SSB2 is 79204\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "FFT_LEN = 256\n",
    "cp1 = 18\n",
    "if dec_factor > 1:\n",
    "    waveform2 = scipy.signal.decimate(waveform, dec_factor, ftype='fir')\n",
    "waveform2 /= max(waveform2.real.max(), waveform2.imag.max())\n",
    "waveform2 *= ((2**15) - 1)\n",
    "waveform2 = waveform2.real.astype(int) + 1j*waveform2.imag.astype(int)\n",
    "start_pos = peak_pos + cp1\n",
    "print(f'start_pos for SSB1 is {start_pos}')\n",
    "SSB1 = waveform2[start_pos:][:FFT_LEN]\n",
    "SSB1_fd = np.fft.fftshift(np.fft.fft(SSB1))\n",
    "SSB1_symbol2 = waveform2[start_pos + FFT_LEN + cp1:][:FFT_LEN]\n",
    "SSB1_symbol2_fd = np.fft.fftshift(np.fft.fft(SSB1_symbol2))\n",
    "\n",
    "delta_t = 0.02\n",
    "start_pos = start_pos + int(0.02 * fs / dec_factor)\n",
    "print(f'start_pos for SSB2 is {start_pos}')\n",
    "SSB2 = waveform2[start_pos:][:FFT_LEN]\n",
    "SSB2_fd = np.fft.fftshift(np.fft.fft(SSB2))\n",
    "\n",
    "plt.plot(np.abs(SSB1_fd))\n",
    "plt.plot(np.abs(SSB2_fd))\n",
    "plt.show()\n",
    "\n",
    "plt.plot(np.abs(SSB1_symbol2_fd))\n",
    "plt.show()\n",
    "\n",
    "plt.plot(SSB1_fd.real, SSB1_fd.imag, 'r.')\n",
    "plt.plot(SSB2_fd.real, SSB2_fd.imag, 'b.')\n",
    "plt.show()\n",
    "\n",
    "subcarriers_ss = slice(FFT_LEN//2 - 64, FFT_LEN//2 +63)\n",
    "plt.plot(SSB1_symbol2_fd.real[subcarriers_ss], SSB1_symbol2_fd.imag[subcarriers_ss], 'r.')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
